{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Plots of Stance over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import scipy.sparse as sp\n",
    "from scipy.sparse import save_npz\n",
    "from scipy.sparse import load_npz\n",
    "from scipy.sparse.csgraph import connected_components\n",
    "import scipy.stats as stats\n",
    "import scipy.ndimage as ndimage\n",
    "import pickle\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mtick\n",
    "from dotenv import load_dotenv\n",
    "import os\n",
    "import gzip\n",
    "import json\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "import pandas as pd\n",
    "import psycopg2\n",
    "from tldextract import extract\n",
    "from tqdm import tqdm\n",
    "tqdm.pandas()\n",
    "import sqlite3\n",
    "import numpy as np\n",
    "from scipy.stats import linregress\n",
    "load_dotenv()\n",
    "db_path = os.getenv('db_path')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"../../Data/StanceDetectionData/df_final_labelled.csv.gz\")\n",
    "df[\"classification_int\"] = df[\"stance\"].replace({\"Palestine\":-1, \"Neutral\":0, \"Israel\":1})\n",
    "\n",
    "df[\"createdat\"] = pd.to_datetime(df[\"createdat\"])\n",
    "mapping = {-1: \"Palestine\", 0: \"Neutral\", 1: \"Israel\"}\n",
    "df[\"classification\"] = df[\"classification_int\"].map(mapping)\n",
    "\n",
    "# Group the data by day and classification, and count the occurrences\n",
    "daily_counts = (\n",
    "    df[\n",
    "        ~df.did.isin(\n",
    "            df.groupby(\"did\").size().sort_values(ascending=False).head(50).index\n",
    "        )\n",
    "    ]\n",
    "    .groupby([pd.Grouper(key=\"createdat\", freq=\"D\"), \"classification\"])\n",
    "    .size()\n",
    "    .unstack()\n",
    ")\n",
    "\n",
    "# Calculate the percentage of each classification per day\n",
    "daily_percentage = daily_counts.div(daily_counts.sum(axis=1), axis=0)\n",
    "\n",
    "monthly_counts = (\n",
    "    df[\n",
    "        ~df.did.isin(\n",
    "            df.groupby(\"did\").size().sort_values(ascending=False).head(50).index\n",
    "        )\n",
    "    ]\n",
    "    .groupby([pd.Grouper(key=\"createdat\", freq=\"M\"), \"classification\"])\n",
    "    .size()\n",
    "    .unstack()\n",
    ")\n",
    "\n",
    "monthly_percentage = monthly_counts.div(monthly_counts.sum(axis=1), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 3000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the font to Arial (or Helvetica or FreeSans as fallbacks)\n",
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "fig, axs = plt.subplots(1, 2, figsize=(30, 12))\n",
    "\n",
    "daily_counts = (\n",
    "    df.groupby([pd.Grouper(key=\"createdat\", freq=\"D\"), \"classification\"])\n",
    "    .size()\n",
    "    .unstack()\n",
    ")\n",
    "daily_percentage = daily_counts.div(daily_counts.sum(axis=1), axis=0)\n",
    "\n",
    "axs[0].stackplot(\n",
    "    daily_percentage.index,\n",
    "    daily_percentage.T,\n",
    "    labels=daily_percentage.columns,\n",
    "    alpha=0.7,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "axs[0].set_xlabel(\"Date\", fontsize=36)\n",
    "axs[0].set_ylabel(\"Proportion of Posts by Stance\", fontsize=44)\n",
    "\n",
    "axs[1].stackplot(\n",
    "    daily_counts.index,\n",
    "    daily_counts.T,\n",
    "    labels=daily_counts.columns,\n",
    "    alpha=0.7,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "axs[1].set_xlabel(\"Date\", fontsize=36)\n",
    "axs[1].set_ylabel(\"Absolute Count of Posts by Stance\", fontsize=44)\n",
    "\n",
    "axs[0].set_xlim(pd.to_datetime(\"2023-09-01\"), pd.to_datetime(\"2024-05-14\"))\n",
    "axs[0].axvline(pd.to_datetime(\"2023-10-07\"), color=\"red\", linestyle=\"--\", zorder=1000)\n",
    "axs[1].set_xlim(pd.to_datetime(\"2023-09-01\"), pd.to_datetime(\"2024-05-14\"))\n",
    "axs[1].axvline(pd.to_datetime(\"2023-10-07\"), color=\"red\", linestyle=\"--\", zorder=1000)\n",
    "\n",
    "axs[0].set_ylim(0, 1)\n",
    "axs[1].set_ylim(0, 20000)\n",
    "\n",
    "axs[0].yaxis.set_major_formatter(mtick.PercentFormatter(1.0))\n",
    "\n",
    "axs[0].tick_params(axis=\"both\", which=\"major\", labelsize=24)\n",
    "axs[1].tick_params(axis=\"both\", which=\"major\", labelsize=24)\n",
    "\n",
    "handles, labels = axs[0].get_legend_handles_labels()\n",
    "legend = fig.legend(\n",
    "    handles,\n",
    "    labels,\n",
    "    title=\"Classification\",\n",
    "    title_fontsize=30,\n",
    "    fontsize=18,\n",
    "    loc=\"lower center\",\n",
    "    ncol=3,\n",
    "    bbox_to_anchor=(0.5, -0.175),  \n",
    ")\n",
    "\n",
    "\n",
    "labels = [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\", \"I\", \"J\", \"K\", \"L\", \"M\", \"N\", \"O\", \"P\", \"Q\", \"R\", \"S\", \"T\", \"U\", \"V\", \"W\", \"X\"]\n",
    "for idx, ax in enumerate(axs.flat):\n",
    "    ax.text(0, 1.025, labels[idx], transform=ax.transAxes, fontsize=60)\n",
    "\n",
    "plt.tight_layout(rect=[0, 0.08, 1, 0.95])  # Adjust the bottom value to provide more space \n",
    "\n",
    "for text in legend.get_texts():\n",
    "    text.set_fontsize(45)\n",
    "\n",
    "plt.subplots_adjust(bottom=0.)  # Adjust the bottom spacing\n",
    "plt.savefig(\"../../Plots/PostsByStance.png\", dpi = 300, bbox_inches='tight')\n",
    "plt.savefig(\"../../Plots/PostsByStance.pdf\", dpi = 300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing Number of Reposts per Post...\n"
     ]
    }
   ],
   "source": [
    "conn = sqlite3.connect(db_path)\n",
    "\n",
    "\n",
    "queries = [\n",
    "    (\n",
    "        \"reposts\",\n",
    "        \"SELECT subject_cid, COUNT(*) AS repost_count FROM reposts GROUP BY subject_cid\",\n",
    "        \"Number of Reposts per Post\",\n",
    "        \"Posts\",\n",
    "    ),\n",
    "    (\n",
    "        \"Posts\",\n",
    "        \"SELECT reply_root_cid, COUNT(*) AS thread_length FROM Posts WHERE reply_root_cid IS NOT NULL AND reply_root_cid != '' GROUP BY reply_root_cid\",\n",
    "        \"Thread Length\",\n",
    "        \"Posts\",\n",
    "    ),\n",
    "    (\n",
    "        \"Posts\",\n",
    "        \"SELECT did, COUNT(*) AS post_count FROM Posts GROUP BY did\",\n",
    "        \"Number of Posts per User\",\n",
    "        \"Users\",\n",
    "    ),\n",
    "    (\n",
    "        \"Blocks\",\n",
    "        \"SELECT did, COUNT(*) AS blocked_count FROM Blocks GROUP BY did\",\n",
    "        \"Number of People Blocked\",\n",
    "        \"Users\",\n",
    "    ),\n",
    "    (\n",
    "        \"Blocks\",\n",
    "        \"SELECT subject, COUNT(*) AS blocked_by_count FROM Blocks GROUP BY subject\",\n",
    "        \"Number of People Blocked By\",\n",
    "        \"Users\",\n",
    "    ),\n",
    "    (\n",
    "        \"follows\",\n",
    "        \"SELECT DID, COUNT(*) AS follow_count FROM follows GROUP BY DID\",\n",
    "        \"Number of People Followed by User\",\n",
    "        \"Users\",\n",
    "    ),\n",
    "    (\n",
    "        \"follows\",\n",
    "        \"SELECT subject AS user_id, COUNT(*) AS follower_count FROM follows GROUP BY subject\",\n",
    "        \"Number of Followers\",\n",
    "        \"Users\",\n",
    "    ),\n",
    "    \n",
    "    (\n",
    "        \"Likes\",\n",
    "        \"SELECT subject_cid, COUNT(*) AS like_count FROM Likes GROUP BY subject_cid\",\n",
    "        \"Number of Likes per Post\",\n",
    "        \"Posts\",\n",
    "    ),\n",
    "]\n",
    "\n",
    "# Create a dictionary to store the data for each query\n",
    "data_dict = {}\n",
    "\n",
    "# Iterate over each query\n",
    "for table, query, title, xlabel in queries:\n",
    "    print(f\"Processing {title}...\")\n",
    "\n",
    "    # Execute the query\n",
    "    cur = conn.cursor()\n",
    "    cur.execute(query)\n",
    "    counts = [row[1] for row in cur.fetchall()]\n",
    "    cur.close()\n",
    "\n",
    "    # Sort the counts in descending order\n",
    "    sorted_counts = sorted(counts, reverse=True)\n",
    "\n",
    "    # Generate a rank for each count, which will be used as the x-axis values\n",
    "    ranks = np.arange(1, len(sorted_counts) + 1)\n",
    "\n",
    "    # Save the data in the dictionary\n",
    "    data_dict[title] = {\n",
    "        \"counts\": sorted_counts,\n",
    "        \"ranks\": ranks,\n",
    "        \"xlabel\": xlabel,\n",
    "        \"table\": table,\n",
    "    }\n",
    "\n",
    "# Close the database connection\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"../../data_dict.pkl\", \"rb\") as f:\n",
    "    data_dict = pickle.load(f)\n",
    "\n",
    "with gzip.open(\"../../like_counts.json.gz\", \"rt\") as f:\n",
    "    final_like_counts = json.load(f)\n",
    "\n",
    "with open(\"../../quote_counts.pkl\",\"rb\") as f:\n",
    "    quote_counts = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the list to a numpy array for easier manipulation\n",
    "like_counts_array = np.array(final_like_counts)\n",
    "\n",
    "# Generate ranks (x-axis values)\n",
    "ranks = np.arange(1, len(final_like_counts) + 1)\n",
    "\n",
    "# Update the data_dict with the new information\n",
    "data_dict[\"Number of Likes per Post\"] = {\n",
    "    \"counts\": like_counts_array,\n",
    "    \"ranks\": ranks,\n",
    "    \"xlabel\": \"Posts\",\n",
    "    \"table\": \"Likes\"\n",
    "}\n",
    "\n",
    "quote_counts_array = np.array(quote_counts)\n",
    "ranks = np.arange(1, len(quote_counts) + 1)\n",
    "data_dict[\"Number of Quotes per Post\"] = {\n",
    "    \"counts\": quote_counts_array,\n",
    "    \"ranks\": ranks,\n",
    "    \"xlabel\": \"Posts\",\n",
    "    \"table\": \"Posts\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_CCDF(data, normalize=True):\n",
    "    x = np.sort(data)[::-1]\n",
    "    counts = x.size - np.searchsorted(x[::-1],x[::-1],side='left') # we need searchsorted to take into account duplicated values\n",
    "\n",
    "    if normalize:\n",
    "        counts = np.array(counts)/ sum(counts)\n",
    "    return x[::-1], counts\n",
    "\n",
    "\n",
    "def find_exponent(degree_sequence, MIN):\n",
    "  degree_sequence = np.array(degree_sequence)\n",
    "  degree_sequence=degree_sequence[np.where(degree_sequence>=MIN)]\n",
    "  return 1+len(degree_sequence)/ sum([np.log(k_i/MIN) for k_i in degree_sequence ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/9 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [23:29<00:00, 156.65s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{tabular}{lrrrrrrrr}\n",
      "\\toprule\n",
      " & mean & std & skewness & kurtosis & min & max & ratio & power_law_exponent \\\\\n",
      "\\midrule\n",
      "\\# Quotes per Post & 1.682 & 6.003 & 149.259 & 67646.663 & 1 & 4455 & 0.377 & 5.441 \\\\\n",
      "\\# Likes per Post & 2.148 & 9.521 & 5355.320 & 53468722.557 & 1 & 102123 & 0.021 & 3.702 \\\\\n",
      "\\# Reposts per Post & 4.140 & 20.348 & 141.972 & 70043.802 & 1 & 18765 & 0.221 & 2.503 \\\\\n",
      "Thread Length & 4.185 & 62.836 & 4780.687 & 23736718.688 & 1 & 312092 & 0.013 & 2.145 \\\\\n",
      "\\# People Blocked By & 8.155 & 81.228 & 70.535 & 9086.269 & 1 & 18234 & 0.447 & 2.122 \\\\\n",
      "\\# People Blocked & 19.494 & 838.448 & 340.712 & 123106.559 & 1 & 324147 & 0.060 & 1.900 \\\\\n",
      "\\# People Followed by User & 38.952 & 343.076 & 203.031 & 71572.734 & 1 & 208288 & 0.187 & 1.441 \\\\\n",
      "\\# Followers & 43.231 & 668.036 & 516.367 & 498518.321 & 1 & 755584 & 0.057 & 1.527 \\\\\n",
      "\\# Posts per User & 89.601 & 1061.988 & 501.547 & 450864.562 & 1 & 1059206 & 0.085 & 1.458 \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def get_statistics(distribution):\n",
    "    \"\"\"\n",
    "    Returns (dict):\n",
    "        - mean μ, \n",
    "        - standard deviation σ, \n",
    "        - skewness γ, \n",
    "        - kurtosis β, \n",
    "        - minimum m, \n",
    "        - maximum M\n",
    "        - mean over maximum ratio\n",
    "    \"\"\"\n",
    "    μ = np.mean(distribution)\n",
    "    σ = np.std(distribution)\n",
    "    γ = np.mean((distribution - μ) ** 3) / σ ** 3\n",
    "    β = np.mean((distribution - μ) ** 4) / σ ** 4\n",
    "    m = np.min(distribution)\n",
    "    M = np.max(distribution)\n",
    "    ratio = μ/M\n",
    "    exponent = find_exponent(distribution, 1)\n",
    "    return {\n",
    "        \"mean\": μ,\n",
    "        \"std\": σ,\n",
    "        \"skewness\": γ,\n",
    "        \"kurtosis\": β,\n",
    "        \"min\": m,\n",
    "        \"max\": M,\n",
    "        \"ratio\": ratio,\n",
    "        \"power_law_exponent\": exponent,\n",
    "    }\n",
    "\n",
    "results = {}\n",
    "\n",
    "for key in tqdm(data_dict):\n",
    "    print(key)\n",
    "    results[key] = get_statistics(data_dict[key][\"counts\"])\n",
    "d = pd.DataFrame(results).T\n",
    "d[\"ratio\"] = d[\"ratio\"] * 10**3\n",
    "\n",
    "# Number of digits = 3\n",
    "print(d.sort_values(\"mean\").to_latex(float_format=\"%.3f\").replace(\".000\",\"\").replace(\"Number of\", \"\\#\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "fig, axs = plt.subplots(1, 5, figsize=(20, 6), sharey=True, sharex=True)\n",
    "axs = axs.flatten()\n",
    "fontsize = 16\n",
    "titlesize = 20\n",
    "markersize = 16\n",
    "labsize = 18\n",
    "ticksize = 14\n",
    "grid_bool = False\n",
    "markeralpha = 0.25\n",
    "markercolor = \"#0000ff\"\n",
    "num_bins = 10**4\n",
    "# y-ticks 10^0 to 10^8\n",
    "# x-ticks 10^0 to 10^5\n",
    "y_ticks = [10**i for i in range(9)]\n",
    "x_ticks = [10**i for i in range(8)]\n",
    "\n",
    "\n",
    "counts = data_dict[\"Number of Reposts per Post\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[0].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#4169e1\"\n",
    ")\n",
    "\n",
    "axs[0].set_xscale(\"log\")\n",
    "axs[0].set_yscale(\"log\")\n",
    "axs[0].set_xlabel(\"Reposts per Post\", fontsize=titlesize)\n",
    "axs[0].set_ylabel(\"Count\", fontsize=titlesize)\n",
    "axs[0].tick_params(axis=\"x\", labelsize=ticksize)\n",
    "axs[0].tick_params(axis=\"y\", labelsize=ticksize)\n",
    "axs[0].grid(grid_bool)\n",
    "\n",
    "\n",
    "# Plotting \"Number of Likes per Post\"\n",
    "counts = data_dict[\"Number of Likes per Post\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[1].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#4169e1\"\n",
    ")\n",
    "\n",
    "axs[1].set_xscale(\"log\")\n",
    "axs[1].set_yscale(\"log\")\n",
    "axs[1].set_xlabel(\"Likes per Post\", fontsize=titlesize)\n",
    "axs[1].tick_params(axis=\"x\", labelsize=ticksize)\n",
    "axs[1].grid(grid_bool)\n",
    "\n",
    "# Plotting Quote Counts\n",
    "counts = data_dict[\"Number of Quotes per Post\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[2].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#4169e1\"\n",
    ")\n",
    "\n",
    "axs[2].set_xscale(\"log\")\n",
    "axs[2].set_yscale(\"log\")\n",
    "axs[2].set_xlabel(\"Quotes per Post\", fontsize=titlesize)\n",
    "axs[2].tick_params(axis=\"x\", labelsize=ticksize)\n",
    "axs[2].grid(grid_bool)\n",
    "\n",
    "\n",
    "# Plotting \"Thread Length\"\n",
    "counts = data_dict[\"Thread Length\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[3].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#800080\"\n",
    ")\n",
    "\n",
    "axs[3].set_xscale(\"log\")\n",
    "axs[3].set_yscale(\"log\")\n",
    "axs[3].set_xlabel(\"Comments per Thread\", fontsize=titlesize)\n",
    "axs[3].tick_params(axis=\"x\", labelsize=ticksize)\n",
    "axs[3].grid(grid_bool)\n",
    "\n",
    "# Plotting \"Number of Posts per User\"\n",
    "counts = data_dict[\"Number of Posts per User\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[4].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#006400\"\n",
    ")\n",
    "\n",
    "axs[4].set_xscale(\"log\")\n",
    "axs[4].set_yscale(\"log\")\n",
    "axs[4].set_xlabel(\"Posts per User\", fontsize=titlesize)\n",
    "axs[4].tick_params(axis=\"x\", labelsize=ticksize)\n",
    "axs[4].grid(grid_bool)\n",
    "\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xticks(x_ticks)\n",
    "    ax.set_yticks(y_ticks)\n",
    "# Hide y-axis labels for the second and third subplots\n",
    "for ax in axs[1:]:\n",
    "    ax.yaxis.set_tick_params(labelleft=False)\n",
    "\n",
    "\n",
    "labels = [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\", \"I\", \"J\", \"K\", \"L\", \"M\", \"N\", \"O\", \"P\", \"Q\", \"R\", \"S\", \"T\", \"U\", \"V\", \"W\", \"X\"]\n",
    "for ax in axs:\n",
    "    min_val = min([ax.get_ylim()[0] for ax in axs])\n",
    "    max_val = max([ax.get_ylim()[1] for ax in axs]) \n",
    "    #max_val = 10**6\n",
    "    ax.set_ylim(min_val, max_val)\n",
    "\n",
    "for idx, ax in enumerate(axs.flat):\n",
    "    ax.text(0.0, 1.01, labels[idx], transform=ax.transAxes, fontsize=32)\n",
    "\n",
    "# Adjust layout\n",
    "plt.subplots_adjust(wspace=0.05)\n",
    "plt.savefig(\"../../Plots/Post_dist.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(\"../../Plots/Post_dist.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "fig, axs = plt.subplots(1, 4, figsize=(20, 6), sharey=True, sharex=True)\n",
    "axs = axs.flatten()\n",
    "fontsize = 16\n",
    "titlesize = 20\n",
    "markersize = 16\n",
    "labsize = 18\n",
    "grid_bool = False\n",
    "markeralpha = 0.25\n",
    "markercolor = \"#0000ff\"\n",
    "num_bins = 10**4\n",
    "# y-ticks 10^0 to 10^8\n",
    "# x-ticks 10^0 to 10^5\n",
    "y_ticks = [10**i for i in range(9)]\n",
    "x_ticks = [10**i for i in range(8)]\n",
    "\n",
    "\n",
    "counts = data_dict[\"Number of Reposts per Post\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[0].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#4169e1\"\n",
    ")\n",
    "\n",
    "axs[0].set_xscale(\"log\")\n",
    "axs[0].set_yscale(\"log\")\n",
    "#axs[0].set_title(\"Reposts per Post\", fontsize=titlesize)\n",
    "axs[0].set_xlabel(\"Reposts per Post\", fontsize=titlesize)\n",
    "axs[0].set_ylabel(\"Count\", fontsize=titlesize)\n",
    "axs[0].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[0].tick_params(axis=\"y\", labelsize=fontsize)\n",
    "axs[0].grid(grid_bool)\n",
    "\n",
    "\n",
    "# Plotting \"Number of Likes per Post\"\n",
    "counts = data_dict[\"Number of Likes per Post\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[1].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#4169e1\"\n",
    ")\n",
    "\n",
    "axs[1].set_xscale(\"log\")\n",
    "axs[1].set_yscale(\"log\")\n",
    "#axs[1].set_title(\"Likes per Post\", fontsize=titlesize)\n",
    "axs[1].set_xlabel(\"Likes per Post\", fontsize=titlesize)\n",
    "axs[1].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[1].grid(grid_bool)\n",
    "\n",
    "# Plotting \"Thread Length\"\n",
    "counts = data_dict[\"Thread Length\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[2].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#800080\"\n",
    ")\n",
    "\n",
    "axs[2].set_xscale(\"log\")\n",
    "axs[2].set_yscale(\"log\")\n",
    "#axs[2].set_title(\"Comments per Thread\", fontsize=titlesize)\n",
    "axs[2].set_xlabel(\"Comments per Thread\", fontsize=titlesize)\n",
    "axs[2].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[2].grid(grid_bool)\n",
    "\n",
    "# Plotting \"Number of Posts per User\"\n",
    "counts = data_dict[\"Number of Posts per User\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "axs[3].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#006400\"\n",
    ")\n",
    "\n",
    "axs[3].set_xscale(\"log\")\n",
    "axs[3].set_yscale(\"log\")\n",
    "#axs[3].set_title(\"Posts per User\", fontsize=titlesize)\n",
    "axs[3].set_xlabel(\"Posts per User\", fontsize=titlesize)\n",
    "axs[3].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[3].grid(grid_bool)\n",
    "\n",
    "for ax in axs:\n",
    "    ax.set_xticks(x_ticks)\n",
    "    ax.set_yticks(y_ticks)\n",
    "# Hide y-axis labels for the second and third subplots\n",
    "for ax in axs[1:]:\n",
    "    ax.yaxis.set_tick_params(labelleft=False)\n",
    "\n",
    "\n",
    "labels = [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\", \"I\", \"J\", \"K\", \"L\", \"M\", \"N\", \"O\", \"P\", \"Q\", \"R\", \"S\", \"T\", \"U\", \"V\", \"W\", \"X\"]\n",
    "for ax in axs:\n",
    "    min_val = min([ax.get_ylim()[0] for ax in axs])\n",
    "    max_val = max([ax.get_ylim()[1] for ax in axs]) \n",
    "    #max_val = 10**6\n",
    "    ax.set_ylim(min_val, max_val)\n",
    "\n",
    "for idx, ax in enumerate(axs.flat):\n",
    "    ax.text(0.0, 1.025, labels[idx], transform=ax.transAxes, fontsize=28)\n",
    "\n",
    "# Adjust layout\n",
    "plt.subplots_adjust(wspace=0.05)\n",
    "plt.savefig(\"../../Plots/Post_dist.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(\"../../Plots/Post_dist.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "# Plot configurations\n",
    "fontsize = 16\n",
    "titlesize = 20\n",
    "markersize = 16\n",
    "labsize = 18\n",
    "grid_bool = False\n",
    "markeralpha = 0.25\n",
    "num_bins = 10**4\n",
    "y_ticks = [10**i for i in range(9)]\n",
    "x_ticks = [10**i for i in range(8)]\n",
    "\n",
    "# Set up the figure and axes\n",
    "fig, axs = plt.subplots(1, 4, figsize=(20, 6), sharey=True, sharex=True)\n",
    "\n",
    "counts = data_dict[\"Number of People Blocked\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "\n",
    "axs[0].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#dc143c\"\n",
    ")\n",
    "\n",
    "axs[0].set_xscale(\"log\")\n",
    "axs[0].set_yscale(\"log\")\n",
    "axs[0].set_xlabel(\"Blocks\", fontsize=titlesize)\n",
    "axs[0].set_ylabel(\"Count\", fontsize=titlesize)\n",
    "axs[0].set_xticks(x_ticks)\n",
    "axs[0].set_yticks(y_ticks)\n",
    "axs[0].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[0].tick_params(axis=\"y\", labelsize=fontsize)\n",
    "axs[0].grid(grid_bool)\n",
    "\n",
    "# Plot \"Number of People Blocked By\"\n",
    "counts = data_dict[\"Number of People Blocked By\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "\n",
    "axs[1].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#dc143c\"\n",
    ")\n",
    "axs[1].set_xlabel(\"Blocked By User\", fontsize=titlesize)\n",
    "axs[1].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[1].grid(grid_bool)\n",
    "\n",
    "# Plot \"Number of People Followed by User\"\n",
    "counts = data_dict[\"Number of People Followed by User\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "\n",
    "axs[2].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#006400\"\n",
    ")\n",
    "axs[2].set_xlabel(\"Followed by User\", fontsize=titlesize)\n",
    "axs[2].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[2].grid(grid_bool)\n",
    "\n",
    "# Plot \"Number of Followers\"\n",
    "counts = data_dict[\"Number of Followers\"][\"counts\"]\n",
    "bins = np.logspace(np.log10(min(counts)), np.log10(max(counts)), num=num_bins)\n",
    "hist, bin_edges = np.histogram(counts, bins=bins)\n",
    "bin_midpoints = (bin_edges[:-1]*bin_edges[1:])**0.5\n",
    "\n",
    "axs[3].scatter(\n",
    "    bin_midpoints,hist, s=markersize, alpha=markeralpha, color=\"#006400\"\n",
    ")\n",
    "axs[3].set_xlabel(\"Followers\", fontsize=titlesize)\n",
    "axs[3].tick_params(axis=\"x\", labelsize=fontsize)\n",
    "axs[3].grid(grid_bool)\n",
    "\n",
    "# Hide y-axis labels for the second to fourth subplots\n",
    "for ax in axs[1:]:\n",
    "    ax.yaxis.set_tick_params(labelleft=False)\n",
    "\n",
    "labels = [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\", \"H\", \"I\", \"J\", \"K\", \"L\", \"M\", \"N\", \"O\", \"P\", \"Q\", \"R\", \"S\", \"T\", \"U\", \"V\", \"W\", \"X\"]\n",
    "for ax in axs:\n",
    "    min_val = min([ax.get_ylim()[0] for ax in axs])\n",
    "    max_val = max([ax.get_ylim()[1] for ax in axs])\n",
    "    ax.set_ylim(min_val, max_val)\n",
    "\n",
    "for idx, ax in enumerate(axs.flat):\n",
    "    ax.text(0.0, 1.025, labels[idx], transform=ax.transAxes, fontsize=28)\n",
    "\n",
    "# Adjust layout and spacing\n",
    "plt.subplots_adjust(wspace=0.05)\n",
    "plt.savefig(\"../../Plots/User_dist.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(\"../../Plots/User_dist.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Media Bias Factcheck Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9929672/9929672 [03:00<00:00, 55161.09it/s]\n"
     ]
    }
   ],
   "source": [
    "conn = sqlite3.connect(db_path)\n",
    "\n",
    "query = f\"SELECT * FROM posts WHERE Link IS NOT NULL AND Link != '';\"\n",
    "df = pd.read_sql(query, conn)\n",
    "\n",
    "map_unshortened_df = pd.read_csv(\"../../Data/UnshortenBatches/unshortened_urls.csv.gz\")\n",
    "link2longlink = map_unshortened_df.set_index(\"link\")[\"unshortened_url\"].to_dict()\n",
    "df[\"link\"] = df[\"link\"].apply(lambda x: link2longlink.get(x, x))\n",
    "df[\"sourcedomain\"] = df[\"link\"].progress_apply(lambda x: extract(x).domain)\n",
    "mediabias = pd.read_csv(\"../../Data/MBFC_Data/mediabiasfactcheck_fulldataset.csv\")\n",
    "mediabias = mediabias.dropna(subset=[\"sourcedomain\", \"political_level\"])\n",
    "mediabias = mediabias.loc[:, [\"political_level\", \"sourcedomain\"]]\n",
    "df = df.merge(mediabias, on=\"sourcedomain\", how=\"left\")\n",
    "\n",
    "rated = df[~df.political_level.isna()]\n",
    "did2rating = rated.groupby(\"did\").political_level.mean().to_dict()\n",
    "# Filter for user who posted at least 2 rated articles\n",
    "multiple_posts = rated.groupby(\"did\").size() > 1\n",
    "did2rating_mult = (\n",
    "    rated[rated.did.isin(multiple_posts[multiple_posts].index)]\n",
    "    .groupby(\"did\")\n",
    "    .political_level.mean()\n",
    "    .to_dict()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Adjacency Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating User Indexes\n"
     ]
    }
   ],
   "source": [
    "interactions = pd.read_sql(\n",
    "    \"SELECT createdat,did,reply_parent_did FROM Posts WHERE reply_parent_did IS NOT NULL;\",\n",
    "    conn,\n",
    ")\n",
    "\n",
    "print(\"Creating User Indexes\")\n",
    "all_users = set(interactions.did) | set(interactions.reply_parent_did)\n",
    "all_users = list(all_users)\n",
    "did2idx = {did: idx for idx, did in enumerate(all_users)}\n",
    "idx2did = {idx: did for idx, did in enumerate(all_users)}\n",
    "\n",
    "# Create Sparse Adjacency Matrix and Save to Disk\n",
    "source = interactions.did.map(did2idx)\n",
    "target = interactions.reply_parent_did.map(did2idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ratings_and_neighbor_ratings(did2rating, did2idx, Graph, Num_Neighbors):\n",
    "    \"\"\"\n",
    "    Function to calculate the ratings and the average rating of the neighbors of each user in the Graph\n",
    "    \"\"\"\n",
    "    ratings = []\n",
    "    neighbor_ratings = []\n",
    "    idx2did = {v: k for k, v in did2idx.items()}\n",
    "    for user in tqdm(did2rating):\n",
    "        if user in did2idx:\n",
    "            idx = did2idx[user]\n",
    "            rating = did2rating[user]\n",
    "            neighbors = list(Graph.neighbors(idx))\n",
    "\n",
    "            if neighbors:\n",
    "                neighbor_ratings_local = [\n",
    "                    did2rating.get(idx2did[n], -1) for n in neighbors\n",
    "                ]\n",
    "                neighbor_ratings_local = [r for r in neighbor_ratings_local if r != -1]\n",
    "\n",
    "                if len(neighbor_ratings_local) >= Num_Neighbors:\n",
    "                    ratings.append(rating)\n",
    "                    neighbor_ratings.append(np.mean(neighbor_ratings_local))\n",
    "\n",
    "    return ratings, neighbor_ratings\n",
    "\n",
    "class GraphExport:\n",
    "    def __init__(self, G, did2idx, idx2did, name):\n",
    "        self.name  = name\n",
    "        self.G = G\n",
    "        self.did2idx = did2idx\n",
    "        self.idx2did = idx2did\n",
    "    def save(self, path):\n",
    "        data = {\n",
    "            \"G\": self.G,\n",
    "            \"did2idx\": self.did2idx,\n",
    "            \"idx2did\": self.idx2did\n",
    "        }\n",
    "        with open(f\"{path}/{self.name}.pkl\", \"wb\") as f:\n",
    "            pickle.dump(data, f)\n",
    "\n",
    "    @classmethod\n",
    "    def load(cls, path, name):\n",
    "        with open(path, \"rb\") as f:\n",
    "            data = pickle.load(f)\n",
    "        return cls(data[\"G\"], data[\"did2idx\"], data[\"idx2did\"], name)\n",
    "\n",
    "\n",
    "def assortativity(graph, scores):    \n",
    "    # Get the number of nodes\n",
    "    n = graph.shape[0]\n",
    "    # Create an array of scores ordered by the node index\n",
    "    score_array = np.array([scores[i] for i in range(n)])\n",
    "    # Calculate the mean score\n",
    "    mean_score = np.mean(score_array)\n",
    "    # Calculate the numerator and denominator for the assortativity formula\n",
    "    numerator = 0\n",
    "    denominator = 0\n",
    "    # Iterate over each node to calculate contributions to the numerator and denominator\n",
    "    for i in tqdm(range(n)):\n",
    "        for j in range(graph.indptr[i], graph.indptr[i+1]):\n",
    "            node_j = graph.indices[j]\n",
    "            weight = graph.data[j] \n",
    "            xi = score_array[i]\n",
    "            xj = score_array[node_j] \n",
    "            numerator += weight * (xi - mean_score) * (xj - mean_score)\n",
    "            denominator += weight * ((xi - mean_score)**2 + (xj - mean_score)**2)\n",
    "    # Calculate the assortativity coefficient\n",
    "    if denominator == 0:\n",
    "        return 0  # Avoid division by zero\n",
    "    r = numerator / denominator\n",
    "    return r\n",
    "\n",
    "def prepare_assortativity_data(did2rating, did2idx, Graph, min_neighbors=1):\n",
    "    # Create a mapping from index to did\n",
    "    idx2did = {v: k for k, v in did2idx.items()}\n",
    "    \n",
    "    # Filter nodes with ratings and sufficient neighbors\n",
    "    valid_nodes = []\n",
    "    scores = {}\n",
    "    for idx, did in tqdm(idx2did.items(), desc=\"Filtering nodes\"):\n",
    "        if did in did2rating:\n",
    "            neighbors = list(Graph.neighbors(idx))\n",
    "            neighbor_ratings = [did2rating.get(idx2did[n], None) for n in neighbors]\n",
    "            valid_neighbors = [r for r in neighbor_ratings if r is not None]\n",
    "            if len(valid_neighbors) >= min_neighbors:\n",
    "                valid_nodes.append(idx)\n",
    "                scores[idx] = did2rating[did]\n",
    "    \n",
    "    # Create a subgraph with only valid nodes\n",
    "    subgraph = Graph.subgraph(valid_nodes)\n",
    "    \n",
    "    # Convert subgraph to scipy sparse matrix\n",
    "    adj_matrix = nx.to_scipy_sparse_array(subgraph, format='csr')\n",
    "    \n",
    "    # Create a list of scores that corresponds to the order of nodes in the subgraph\n",
    "    subgraph_nodes = list(subgraph.nodes())\n",
    "    scores_array = np.array([scores[node] for node in subgraph_nodes])\n",
    "    \n",
    "    return adj_matrix, scores_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating the Graph\n",
    "follows = interactions = pd.read_sql(\"SELECT subject, did FROM follows;\", conn)\n",
    "\n",
    "all_users = set(follows.did) | set(follows.subject)\n",
    "all_users = list(all_users)\n",
    "did2idx = {did: idx for idx, did in enumerate(all_users)}\n",
    "idx2did = {idx: did for idx, did in enumerate(all_users)}\n",
    "\n",
    "source = follows.did.map(did2idx)\n",
    "target = follows.subject.map(did2idx)\n",
    "\n",
    "G = nx.DiGraph()\n",
    "G.add_edges_from(zip(source, target))\n",
    "\n",
    "FollowGraph = GraphExport(G, did2idx, idx2did, \"FollowGraph\")\n",
    "FollowGraph.save(\"../../Data/Graphs\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Usage\n",
    "FollowGraph = GraphExport.load(\"../../Data/Graphs/FollowGraph.pkl\", \"FollowGraph\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the Interaction Graph\n",
    "interactions = pd.read_sql(\n",
    "    \"SELECT createdat,did,reply_parent_did FROM Posts WHERE reply_parent_did IS NOT NULL;\",\n",
    "    conn,\n",
    ")\n",
    "\n",
    "interactions = interactions.dropna(subset=[\"reply_parent_did\"])\n",
    "\n",
    "all_user_interact = set(interactions.did) | set(interactions.reply_parent_did)\n",
    "all_user_interact = list(all_user_interact)\n",
    "did2idx_interact = {did: idx for idx, did in enumerate(all_user_interact)}\n",
    "idx2did_interact = {idx: did for idx, did in enumerate(all_user_interact)}\n",
    "\n",
    "source = interactions.did.map(did2idx_interact)\n",
    "target = interactions.reply_parent_did.map(did2idx_interact)\n",
    "\n",
    "G_interact = nx.DiGraph()\n",
    "G_interact.add_edges_from(zip(source, target))\n",
    "\n",
    "ExportInteract = GraphExport(G_interact, did2idx_interact, idx2did_interact, \"InteractGraph\")\n",
    "ExportInteract.save(\"../../Data/Graphs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "InteractGraph = GraphExport.load(\"../../Data/Graphs/InteractGraph.pkl\", \"InteractGraph\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1470875/643910189.py:2: DtypeWarning: Columns (2,6,7,8,9,10,11,12,13,14,15) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\"../../Data/StanceDetectionData/df_final_labelled.csv.gz\")\n",
      "/tmp/ipykernel_1470875/643910189.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  df[\"classification\"] = df[\"stance\"].replace({\"Palestine\":-1, \"Neutral\":0, \"Israel\":1})\n"
     ]
    }
   ],
   "source": [
    "# Create User Ratings\n",
    "df = pd.read_csv(\"../../Data/StanceDetectionData/df_final_labelled.csv.gz\")\n",
    "df[\"classification\"] = df[\"stance\"].replace({\"Palestine\":-1, \"Neutral\":0, \"Israel\":1})\n",
    "\n",
    "user_post_count = df.groupby(\"did\").size()\n",
    "users_with_min_posts = user_post_count[user_post_count >= 5].index\n",
    "filtered_df = df[df[\"did\"].isin(users_with_min_posts)]\n",
    "\n",
    "did2rating = (\n",
    "    df[(df[\"did\"].isin(users_with_min_posts))]\n",
    "    .groupby(\"did\")[\"classification\"]\n",
    "    .mean()\n",
    "    .to_dict()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 30048/30048 [00:14<00:00, 2117.56it/s]\n",
      "100%|██████████| 30048/30048 [00:09<00:00, 3013.67it/s]\n"
     ]
    }
   ],
   "source": [
    "ratings, neighbor_ratings = get_ratings_and_neighbor_ratings(did2rating, FollowGraph.did2idx, FollowGraph.G, Num_Neighbors = 5)\n",
    "ratings_interact, neighbor_ratings_interact = get_ratings_and_neighbor_ratings(did2rating, InteractGraph.did2idx, InteractGraph.G, Num_Neighbors = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "# Create a figure and axes\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "# Normalize the ratings\n",
    "ratings_norm = (ratings - np.min(ratings)) / (np.max(ratings) - np.min(ratings))\n",
    "neighbor_ratings_norm = (neighbor_ratings - np.min(neighbor_ratings)) / (np.max(neighbor_ratings) - np.min(neighbor_ratings))\n",
    "\n",
    "ratings_interact_norm = (ratings_interact - np.min(ratings_interact)) / (np.max(ratings_interact) - np.min(ratings_interact))\n",
    "neighbor_ratings_interact_norm = (neighbor_ratings_interact - np.min(neighbor_ratings_interact)) / (np.max(neighbor_ratings_interact) - np.min(neighbor_ratings_interact))\n",
    "\n",
    "# Create heatmaps\n",
    "heatmap1, xedges1, yedges1 = np.histogram2d(ratings_norm, neighbor_ratings_norm, bins=75, range=[[0, 1], [0, 1]])\n",
    "heatmap2, xedges2, yedges2 = np.histogram2d(ratings_interact_norm, neighbor_ratings_interact_norm, bins=75, range=[[0, 1], [0, 1]])\n",
    "\n",
    "extent1 = [xedges1[0], xedges1[-1], yedges1[0], yedges1[-1]]\n",
    "extent2 = [xedges2[0], xedges2[-1], yedges2[0], yedges2[-1]]\n",
    "\n",
    "heatmap1 = heatmap1.T\n",
    "heatmap2 = heatmap2.T\n",
    "\n",
    "# Apply Gaussian smoothing\n",
    "heatmap1 = ndimage.gaussian_filter(heatmap1, sigma=2)\n",
    "heatmap2 = ndimage.gaussian_filter(heatmap2, sigma=2)\n",
    "\n",
    "heatmap1 = heatmap1 / np.max(heatmap1)\n",
    "heatmap2 = heatmap2 / np.max(heatmap2)\n",
    "\n",
    "# Plot the heatmaps\n",
    "im1 = ax1.imshow(heatmap1, extent=extent1, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=1)\n",
    "im2 = ax2.imshow(heatmap2, extent=extent2, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=1)\n",
    "\n",
    "# Set labels and ticks\n",
    "ax1.set_xlabel(\"User opinion\", fontsize=18)\n",
    "ax1.set_ylabel(\"Avg. Neigh. Opinion\", fontsize=18)\n",
    "ax1.set_xlim(0, 1)\n",
    "ax1.set_ylim(0, 1)\n",
    "ax1.set_xticks([0, 0.5, 1])\n",
    "ax1.set_xticklabels([\"Palestine\", \"Neutral\", \"Israel\"], fontsize=12)\n",
    "ax1.set_yticks([0, 0.5, 1])\n",
    "ax1.set_yticklabels([\"Palestine\", \"Neutral\", \"Israel\"], fontsize=12)\n",
    "\n",
    "ax2.set_xlabel(\"User opinion\", fontsize=18)\n",
    "#ax2.set_ylabel(\"Avg. Neigh. Opinion\")\n",
    "ax2.set_ylabel(\"\")\n",
    "ax2.set_xlim(0, 1)\n",
    "ax2.set_ylim(0, 1)\n",
    "ax2.set_xticks([0, 0.5, 1])\n",
    "ax2.set_xticklabels([\"Palestine\", \"Neutral\", \"Israel\"], fontsize=12)\n",
    "ax2.set_yticks([0, 0.5, 1])\n",
    "ax2.set_yticklabels([\"Palestine\", \"Neutral\", \"Israel\"], fontsize=12)\n",
    "\n",
    "# Set titles\n",
    "ax1.set_title(\"Follower Graph\", fontsize=18)\n",
    "ax2.set_title(\"Interaction Graph\", fontsize=18)\n",
    "\n",
    "# Remove the top and right spines\n",
    "ax1.spines[\"top\"].set_visible(False)\n",
    "ax1.spines[\"right\"].set_visible(False)\n",
    "ax2.spines[\"top\"].set_visible(False)\n",
    "ax2.spines[\"right\"].set_visible(False)\n",
    "\n",
    "# Add Panel Labels A and B\n",
    "ax1.text(0, 1.025, \"A\", transform=ax1.transAxes, fontsize=28, color=\"black\")\n",
    "ax2.text(0, 1.025, \"B\", transform=ax2.transAxes, fontsize=28, color=\"black\")\n",
    "\n",
    "plt.savefig(\"../../Plots/Palestine_OpinionGraphs.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(\"../../Plots/Palestine_OpinionGraphs.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyse Political Leaning of Users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9929672/9929672 [03:15<00:00, 50697.39it/s]\n"
     ]
    }
   ],
   "source": [
    "# Load the data\n",
    "conn = sqlite3.connect(db_path)\n",
    "query = \"SELECT * FROM posts WHERE Link IS NOT NULL AND Link != '';\"\n",
    "df = pd.read_sql(query, conn)\n",
    "\n",
    "map_unshortened_df = pd.read_csv(\"../../Data/UnshortenBatches/unshortened_urls.csv.gz\")\n",
    "link2longlink = map_unshortened_df.set_index(\"link\")[\"unshortened_url\"].to_dict()\n",
    "df[\"link\"] = df[\"link\"].apply(lambda x: link2longlink.get(x, x))\n",
    "\n",
    "df[\"sourcedomain\"] = df[\"link\"].progress_apply(lambda x: extract(x).domain)\n",
    "mediabias = pd.read_csv(\"../../Data/MBFC_Data/mediabiasfactcheck_fulldataset.csv\")\n",
    "mediabias = mediabias.dropna(subset=[\"sourcedomain\", \"political_level\"])\n",
    "mediabias = mediabias.loc[:, [\"political_level\", \"sourcedomain\"]]\n",
    "df = df.merge(mediabias, on=\"sourcedomain\", how=\"left\")\n",
    "rated = df[~df.political_level.isna()]\n",
    "\n",
    "# Filter for user who posted at least 2 rated articles\n",
    "multiple_posts = rated.groupby(\"did\").size() >= 5\n",
    "did2rating_mult = (\n",
    "    rated[rated.did.isin(multiple_posts[multiple_posts].index)]\n",
    "    .groupby(\"did\")\n",
    "    .political_level.mean()\n",
    "    .to_dict()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 43074/43074 [00:11<00:00, 3759.68it/s]\n",
      " 22%|██▏       | 9582/43074 [00:04<00:15, 2118.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 43074/43074 [00:19<00:00, 2237.17it/s]\n"
     ]
    }
   ],
   "source": [
    "political_ratings_interact, political_neighbor_ratings_interact = get_ratings_and_neighbor_ratings(did2rating_mult, InteractGraph.did2idx, InteractGraph.G, Num_Neighbors = 5)\n",
    "political_ratings, political_neighbor_ratings = get_ratings_and_neighbor_ratings(did2rating_mult, FollowGraph.did2idx, FollowGraph.G, Num_Neighbors = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3btd+b7755kCQojCSH0og4qWXXjKSTHJyslm/fr1r/1OmTDGSTK1atQIT6TvvvGMkmfr16xfpe+ONNxpJplu3bkaS+dOf/lTk+UaNGhlJZvbs2cYYY3Jzc03jxo2NJPPqq6+6jp2dnR24EuToRUjheTiOY7755hv7C27x4IMPGunIN0rhUPgaN2jQwGRnZ7ueHzRokJFkJkyYYN2+8O9A4etx7H59Pp9ZsmSJa7t77rkn8J4c/f4WblevXj3XP1j27t1r4uPjjXTkigkAZSscgYiHHnqoyNywdOnS8A4SQTleIEKSufPOO13bTZ06NTC/Hs0rEFFWc+KTTz4ZCBrYFAa8brzxxiLthXPY0KFDXdtkZmYGrgRcvnx5oD3UQMTIkSONJNO5c2fXVX4FBQWBqwr79OkTaC98/QqDF/n5+UW2+/nnnwPPf/vtt9ZzPlqrVq2MJHPbbbcdt+/xFJ6/JHPTTTe5nt+3b1/g+aNft0KF55aYmOi5X9trlZ2dbdq0aRMINtm2O7q9kNfvKFAa5IiowBYvXqx169aVej/Lli2jpGA18Nxzz0mSxo0b57rHUJLuuusuxcXFadWqVSW6z69w/9dff70aN27sen706NGqW7eudu3apTfffFPSkcRrMTEx2rZtm3755ZdA3y+++EKSdPvtt0tSkfGsX79eGzdulM/n03nnnSdJmjt3rjZs2KD27dvriiuucB07JSVFd911lyRp6tSprucvvPBCderUKehz3bBhgyQVuWf1WLfddlvgPlbbw2bcuHFKSUlxtd94442aNWuWxowZY92uMHP4gQMHrM/369dPHTt2tI4xPT29yHtytJtvvllpaWlF2lJTU9W2bVtJR/KBAKj4jq2kdXSCa1QcCQkJuu2221ztZ511liRp3759Qe2nrObEHj16aNasWXrqqaesxy3M6XT0XLRt27ZAjqjCYx6tSZMmuvjii1W7du2gchPYHD58WC+++KIk6a9//avi4uKKPO/z+XT33XdLkj744IPAHH60v/3tb4qKiirS1rJlS9WtW1dScK99MGuDOnXqeK4LRowY4ervOI7uueceV7vP59OsWbM0e/ZstWnTxvW87b04VuG672gpKSmBBJovvPCCKx+Uz+fTX//6V9e+unfvLin431EgGAQiKrCjk1RKR5LumONk0y58PPDAA0W2nTlzZiSHjjCYPn36cd/nQnl5edq4caOkI/8otalXr546d+4sSfr1119DHk/hNl77j4uLU58+fYr0TUlJUdeuXSUpkMAxJydHP/30k0466ST17dtXiYmJWrVqlXbt2iVJ+uyzzyQdKYtVs2ZNSdLq1aslHUkc6aVwUWULutn+kV6cwsVKcUm5SsJrHD169NCQIUNcAZ7c3FzNnTvXmoTraF7vSXJysi644AJJKhIIKlT43hwrKSmp2OMBqFgK/0YWatCgQTmNBMU5+eSTrV8UJCYmhrSfspoTTznlFA0ZMsT1vN/v13fffedKSi0dSXhsjFGTJk0CQexjzZ49W1lZWbr66qs9x1uc9evX6/Dhw4qKivJMHt2+fXs1atRIkn2N4zXfhfLal8XaoHHjxqpTp46rPSEhQUOGDHEloZek7du36+GHHy52v1FRUbrooousz11++eVyHEe5ubmBtWOhhg0b6oQTTnBtw7oAZYFARAWVn5+v2bNnB34+4YQTdPbZZwe9/ZAhQ4r8TCCiasvMzJTf75fP57NWoShU+A/dUK+0OXTokLZs2SJJxZaqsu3//PPPl/TfQMRXX30lv9+vbt26KSYmRmeeeaaMMYGrJBYtWiRJ6t27d2AfhYuKRx55xPObhsIgS+E4j2Zb+BWndu3akuSaoI/2//7f/3MFhvLy8ord7/HGsWTJEt1zzz267LLL1Lp1ayUnJ+vSSy/VwYMHi92uuPek8JubzMxM13O2K1sAVC6///67Zs2aFfi5RYsWBCIqqOL+VoeirOfEdevWacqUKbr66qvVoUMHpaSkqGPHjq4qVtKRqg6SAkGAslB4jIYNG7qu/jma1xonLS3NdfVfSRSuDTZt2uTZJysry7U2sF2VUuh478X+/fv1xhtv6M9//rPOO+88NWjQQPXr19czzzxT7HYZGRmer1V8fLzq168vyb02YF2ASCIQUUF9+OGHysrKCvx8xRVXeF7ubdOsWbPAJCQd+SP+zTffhHWMqDj27t0r6cjkEhMT49mvcCIuvPogWDk5OYErMJKTk0Paf2FAoTAQURhwKLzM75xzzpH039szCgMRhVdXSCpS+ut4tm3b5rosubiFi81pp50m6cgCwFZ61IttkRbMODZs2KBTTz1VnTt31uTJk/W///u/SktL03XXXafXX3/9uLeV2G73KFS4yLG9hsX9rgCo+A4ePKgbbrihyDe0V155ZTmOCMUJ19/cspoTc3NzNWjQIDVv3lzjxo3T7NmzlZeXpwEDBmjq1Km64YYbXNsUrlXT09ODP4EQFa5xilt/SN5rnHC97oVrg6+//jqk7YpbGxS3Pnn55ZdVp04dDRw4UE899ZTWrFmjdu3aaeLEicctO1rcukDyXhuwLkAkEYiooI69LaMkC4uhQ4cW+fnVV18t1ZhQcTVt2lTSkXsF9+zZ49mvMIof6rcyderUCVy+uHnz5pD237FjR6Wnp2vjxo3KzMwsNhCRlZWl1atXKzU1VV26dAnso3B/kydPPu7tKvn5+fL5Sven7ZxzzglcglmYGyMYP/30U8jHysvL09lnn60VK1aoY8eOevPNN7Vnzx599dVXevrppzVw4MDjXhJZ3Lczhfe0huubOADly+/3a8eOHXr77bfVvXt3vf7664Hn6tWrp/Hjx5fj6BAJZTUnXnvttZozZ44yMjL0+OOPa9euXfrpp5/0yiuv6Prrr7deaVP4DfrWrVvDd4LHKFzjFDfXHf18Wc13PXv2lHTk6sUff/wx6O1KsjaYN2+ehg0bpoMHD2rUqFFauXKlNm3apPnz5+vee+8tskayOd5rVXjFJ2sDlCcCERXQ/v379fbbbwd+btWqlU4//fSQ9zNo0KAiV1G89tprJLCqourUqRP4x+ry5cs9+xXeK9qiRYuQj1F4iX9x+y987uj9R0VFBZJOfvLJJ/r6669Vo0YNtWrVSpLUpUsXxcbG6rvvvtOHH34oSerVq1eRbwkK9/fzzz97HvvgwYNav369tm3bFvK5HatmzZoaMGCAJGnGjBlBJWfy+/167LHHQj7WokWLtGHDBiUlJenjjz/WpZde6kqodejQoWL3sWzZMs/nChdLJXnPAUTWggULik2C6ziOoqKiVK9ePQ0YMKBI8r/ExES99dZbYbkEHRVbWcyJubm5gRwQL774om666SbXt+q2uahwLL/99psr8WGhZ555Rueff76efPLJoMZyrML1R3Z2tuc/sA8ePKjffvutyJjC7aqrrlJ8fLwkeSb0PNZPP/2kTz75JORjvfrqqzLG6Oqrr9bTTz+t1q1bF3n+eOuC7OxsrV+/3vrc2rVrlZOTI4m1AcoXgYgKaO7cuUWy1V911VUl2s8JJ5wQyMQsHbk879NPPy31+FAxnXnmmZLkOdHPmzdPv/32m6KiokJO3hjM/lesWBH4/To2KVRhnognnnhCOTk56tatWyBIlpCQoE6dOikvLy+QfOno/BCS1K1bN0lHPhtet5VMmDBBTZs21T/+8Y+Qz83mrrvuUnR0tHbv3q3rrruuSHJQmyeffFJfffVVyMcpvCyyYcOGSk1NdT2/Y8cO/fDDD8XuY9q0adYF4Pfffx+41aXw/QNQ9bRp00aLFy/mc15NlMWcuGfPHhUUFEg6krTyWH6/Xx999JGrvXXr1kpLS9OePXuK5DY72jPPPKOPPvrouLdWeKldu7ZOPPFESd5rkOnTp2v//v1KS0sLfNERbrVr19bo0aMlHZl333vvvWL7Hz58WNdff73y8/NDPlbh2sD2XkhHqoMcj1ew5JFHHpEknXjiiYG8F0B5IBBRAR17W4atNFOwSFpZfRSWf3r99dc1bdq0Is+tWbNGf/7znyVJI0aMCFzmGIo777xTMTEx+uqrr1ylprZt26Zhw4bJGKM//OEPRQJg0n8DC4Xf3hXellGo8PaMwuePzg8hHVl09e7dWzk5ORo2bFjgftFCc+fODSSDKmng7lhnnHGG7r33XklHria66KKLrN8uHDhwQDfffLNuueUW1a1bN+R8FC1btpR05NukYy/13Lhxoy699NLANx9embo3b96sP/3pT4FFpHTkloxrrrlG0pHM6se+5gAqr6SkJDVv3lxXXXWV3njjDS1btixw/zqqnmOvyiuLObFevXqBYPix5Z4PHDigG2+8Ud9++62konNRcnJy4Hag22+/3XXV5GOPPaYff/xRcXFxgVsbijs3L4XrjkcffdQVAFi8eHGgfOdtt91W4oBHMP7nf/5Hp556qowxuuyyy/Twww9br05Yvny5OnfurK+//rrYJOJeCtcG77zzjiuQ8d577wVKcEoKXN1wrMcee0z/+c9/irTNnDlTzz77rKQjJU2BcmVQoezYscNER0cbSUaS6dKlS6n2t23bNhMVFRXYX3p6usnNzQ3TaFEWCt+r6dOnh7ztkCFDAtufeeaZ5pZbbjEDBgwwKSkpRpKpX7++2bBhQ6B/ZmZmoP++ffsC7T169DCSzBNPPFFk/7fffnugf7t27cyf//xnM2TIEFO7dm0jyaSkpJhvv/3WOrYWLVoEtl2wYEGR5+bNmxd4rnnz5tbtly5dalJTU40k06BBA3PFFVeYCRMmmPPOOy+w7W233VZkG6/zCMVf/vKXwP59Pp/p2bOnGT16tBk3bpz5wx/+YGrUqGEkmcaNG5s1a9aYzp07m2P/tBZuv3z5ctf+8/LyTNu2bY0kk5iYaIYNG2YmTJhg+vXrZxITE02tWrVM165djSTTsGFD89e//tW138aNGxtJplWrVubGG280gwYNMunp6YF9Ll682DqezMxM6zk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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure and axes\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "# Normalize the ratings\n",
    "ratings_norm = (political_ratings - np.min(political_ratings)) / (np.max(political_ratings) - np.min(political_ratings))\n",
    "neighbor_ratings_norm = (political_neighbor_ratings - np.min(political_neighbor_ratings)) / (np.max(political_neighbor_ratings) - np.min(political_neighbor_ratings))\n",
    "\n",
    "ratings_interact_norm = (political_ratings_interact - np.min(political_ratings_interact)) / (np.max(political_ratings_interact) - np.min(political_ratings_interact))\n",
    "neighbor_ratings_interact_norm = (political_neighbor_ratings_interact - np.min(political_neighbor_ratings_interact)) / (np.max(political_neighbor_ratings_interact) - np.min(political_neighbor_ratings_interact))\n",
    "\n",
    "# Create heatmaps\n",
    "heatmap1, xedges1, yedges1 = np.histogram2d(ratings_norm, neighbor_ratings_norm, bins=75, range=[[0, 1], [0, 1]])\n",
    "heatmap2, xedges2, yedges2 = np.histogram2d(ratings_interact_norm, neighbor_ratings_interact_norm, bins=75, range=[[0, 1], [0, 1]])\n",
    "\n",
    "extent1 = [xedges1[0], xedges1[-1], yedges1[0], yedges1[-1]]\n",
    "extent2 = [xedges2[0], xedges2[-1], yedges2[0], yedges2[-1]]\n",
    "\n",
    "heatmap1 = heatmap1.T\n",
    "heatmap2 = heatmap2.T\n",
    "\n",
    "# Apply Gaussian smoothing\n",
    "heatmap1 = ndimage.gaussian_filter(heatmap1, sigma=2)\n",
    "heatmap2 = ndimage.gaussian_filter(heatmap2, sigma=2)\n",
    "\n",
    "heatmap1 = heatmap1 / np.max(heatmap1)\n",
    "heatmap2 = heatmap2 / np.max(heatmap2)\n",
    "\n",
    "# Plot the heatmaps\n",
    "im1 = ax1.imshow(heatmap1, extent=extent1, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=1)\n",
    "im2 = ax2.imshow(heatmap2, extent=extent2, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=1)\n",
    "\n",
    "# Set labels and ticks\n",
    "ax1.set_xlabel(\"User opinion\", fontsize=18)\n",
    "ax1.set_ylabel(\"Avg. Neigh. Opinion\", fontsize=18)\n",
    "ax1.set_xlim(0, 1)\n",
    "ax1.set_ylim(0, 1)\n",
    "ax1.set_xticks([0, 0.5, 1])\n",
    "ax1.set_xticklabels([\"Left\", \"Center\", \"Right\"], fontsize=12)\n",
    "ax1.set_yticks([0, 0.5, 1])\n",
    "ax1.set_yticklabels([\"Left\", \"Center\", \"Right\"], fontsize=12)\n",
    "\n",
    "ax2.set_xlabel(\"User opinion\", fontsize=18)\n",
    "ax2.set_xlim(0, 1)\n",
    "ax2.set_ylim(0, 1)\n",
    "ax2.set_xticks([0, 0.5, 1])\n",
    "ax2.set_xticklabels([\"Left\", \"Center\", \"Right\"], fontsize=12)\n",
    "ax2.set_yticks([0, 0.5, 1])\n",
    "ax2.set_yticklabels([\"Left\", \"Center\", \"Right\"], fontsize=12)\n",
    "\n",
    "# Set titles\n",
    "ax1.set_title(\"Follower Graph\", fontsize=18)\n",
    "ax2.set_title(\"Interaction Graph\", fontsize=18)\n",
    "\n",
    "# Remove the top and right spines\n",
    "ax1.spines[\"top\"].set_visible(False)\n",
    "ax1.spines[\"right\"].set_visible(False)\n",
    "ax2.spines[\"top\"].set_visible(False)\n",
    "ax2.spines[\"right\"].set_visible(False)\n",
    "\n",
    "# Add Panel Labels A and B\n",
    "ax1.text(0.0, 1.025, \"A\", transform=ax1.transAxes, fontsize=28, color=\"black\")\n",
    "ax2.text(0.0, 1.025, \"B\", transform=ax2.transAxes, fontsize=28, color=\"black\")\n",
    "\n",
    "# Adjust the layout and display the plot\n",
    "plt.savefig(\"../../Plots/Political_OpinionGraphs.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.savefig(\"../../Plots/Political_OpinionGraphs.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3253140/3152697760.py:278: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = ['Arial', 'Helvetica', 'FreeSans']\n",
    "\n",
    "# Calculate the counts for each category\n",
    "left_extreme = rated[\n",
    "    (rated.political_level >= -36) & (rated.political_level < -30)\n",
    "].shape[0]\n",
    "left_moderate = rated[\n",
    "    (rated.political_level >= -30) & (rated.political_level < -18)\n",
    "].shape[0]\n",
    "left_center = rated[\n",
    "    (rated.political_level >= -18) & (rated.political_level < -6)\n",
    "].shape[0]\n",
    "center = rated[(rated.political_level >= -6) & (rated.political_level < 6)].shape[0]\n",
    "right_center = rated[(rated.political_level >= 6) & (rated.political_level < 18)].shape[0]\n",
    "right_moderate = rated[\n",
    "    (rated.political_level >= 18) & (rated.political_level < 30)\n",
    "].shape[0]\n",
    "right_extreme = rated[\n",
    "    (rated.political_level >= 30) & (rated.political_level <= 36)\n",
    "].shape[0]\n",
    "\n",
    "# Calculate the total count\n",
    "total_count = rated.shape[0]\n",
    "main_plot_bar_width = 0.2\n",
    "\n",
    "# Calculate the relative counts for each category\n",
    "left_extreme_rel = left_extreme / total_count\n",
    "left_moderate_rel = left_moderate / total_count\n",
    "left_center_rel = left_center / total_count\n",
    "center_rel = center / total_count\n",
    "right_center_rel = right_center / total_count\n",
    "right_moderate_rel = right_moderate / total_count\n",
    "right_extreme_rel = right_extreme / total_count\n",
    "\n",
    "# Create the main plot\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "# Define the color gradient and patterns\n",
    "colors = [\n",
    "    \"#053061\",\n",
    "    \"#2166ac\",\n",
    "    \"#4393c3\",\n",
    "    \"#92c5de\",\n",
    "    \"#d1e5f0\",\n",
    "    \"#fddbc7\",\n",
    "    \"#f4a582\",\n",
    "    \"#d6604d\",\n",
    "    \"#b2182b\",\n",
    "    \"#67001f\",\n",
    "]\n",
    "\n",
    "# Define patterns with increased density\n",
    "stripe_pattern = \"/\"  # Multiple slashes for denser stripes\n",
    "dot_pattern = 'O'       # Multiple dots for denser pattern\n",
    "no_pattern = ''           # No pattern for center\n",
    "\n",
    "# Set the hatch color to white\n",
    "plt.rcParams['hatch.color'] = 'white'\n",
    "# Increase hatch linewidth\n",
    "plt.rcParams['hatch.linewidth'] = 0.5\n",
    "\n",
    "# Create the main stacked bar chart (no patterns)\n",
    "ax.bar(\n",
    "    0, left_extreme_rel, color=colors[0], width=main_plot_bar_width, edgecolor=\"black\"\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    left_moderate_rel,\n",
    "    bottom=left_extreme_rel,\n",
    "    color=colors[1],\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    left_center_rel,\n",
    "    bottom=left_extreme_rel + left_moderate_rel,\n",
    "    color=colors[2],\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    center_rel,\n",
    "    bottom=left_extreme_rel + left_moderate_rel + left_center_rel,\n",
    "    color=\"lightgrey\",\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    right_center_rel,\n",
    "    bottom=left_extreme_rel + left_moderate_rel + left_center_rel + center_rel,\n",
    "    color=colors[7],\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    right_moderate_rel,\n",
    "    bottom=left_extreme_rel + left_moderate_rel + left_center_rel + center_rel + right_center_rel,\n",
    "    color=colors[8],\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.bar(\n",
    "    0,\n",
    "    right_extreme_rel,\n",
    "    bottom=left_extreme_rel + left_moderate_rel + left_center_rel + center_rel + right_center_rel + right_moderate_rel,\n",
    "    color=colors[9],\n",
    "    width=main_plot_bar_width,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "\n",
    "right_start = 1 - right_center_rel - right_moderate_rel - right_extreme_rel\n",
    "right_end = 1\n",
    "\n",
    "left_start = 0\n",
    "left_end = left_extreme_rel + left_moderate_rel + left_center_rel\n",
    "\n",
    "sup_plot_x = 0.35\n",
    "\n",
    "ax.set_xlim(-0.15, 0.7)\n",
    "ax.set_xticks([])\n",
    "ax.set_ylabel(\"Relative Count (%)\", fontsize=20)\n",
    "ax.set_title(\"Distribution of Media Bias Ratings by Shared Articles\", fontsize=20)\n",
    "ax.yaxis.set_major_formatter(PercentFormatter(xmax=1))\n",
    "ax.tick_params(axis=\"y\", labelsize=14)\n",
    "\n",
    "# Create the detailed Left stacked bar chart (with patterns)\n",
    "ax2 = fig.add_axes([0.5, 0.05, 0.2, 0.4])\n",
    "ax2.bar(\n",
    "    0,\n",
    "    left_extreme / (left_extreme + left_moderate + left_center),\n",
    "    color=colors[0],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=stripe_pattern\n",
    ")\n",
    "ax2.bar(\n",
    "    0,\n",
    "    left_moderate / (left_extreme + left_moderate + left_center),\n",
    "    bottom=left_extreme / (left_extreme + left_moderate + left_center),\n",
    "    color=colors[1],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=dot_pattern\n",
    ")\n",
    "ax2.bar(\n",
    "    0,\n",
    "    left_center / (left_extreme + left_moderate + left_center),\n",
    "    bottom=(left_extreme + left_moderate) / (left_extreme + left_moderate + left_center),\n",
    "    color=colors[2],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=no_pattern\n",
    ")\n",
    "ax2.set_xticks([])\n",
    "ax2.set_title(\"Left Distribution\", fontsize=16)\n",
    "ax2.yaxis.set_major_formatter(PercentFormatter(xmax=1))\n",
    "ax2.yaxis.tick_right()\n",
    "ax2.yaxis.set_label_position(\"right\")\n",
    "ax2.tick_params(axis=\"y\", labelsize=12)\n",
    "\n",
    "# Create the detailed Right stacked bar chart (with patterns)\n",
    "ax3 = fig.add_axes([0.5, 0.5, 0.2, 0.4])\n",
    "ax3.bar(\n",
    "    0,\n",
    "    right_extreme / (right_center + right_moderate + right_extreme),\n",
    "    color=colors[9],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=stripe_pattern\n",
    ")\n",
    "ax3.bar(\n",
    "    0,\n",
    "    right_moderate / (right_center + right_moderate + right_extreme),\n",
    "    bottom=right_extreme / (right_center + right_moderate + right_extreme),\n",
    "    color=colors[8],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=dot_pattern\n",
    ")\n",
    "ax3.bar(\n",
    "    0,\n",
    "    right_center / (right_center + right_moderate + right_extreme),\n",
    "    bottom=(right_extreme + right_moderate) / (right_center + right_moderate + right_extreme),\n",
    "    color=colors[7],\n",
    "    edgecolor=\"white\",\n",
    "    hatch=no_pattern\n",
    ")\n",
    "ax3.set_xticks([])\n",
    "ax3.set_title(\"Right Distribution\", fontsize=16)\n",
    "ax3.yaxis.set_major_formatter(PercentFormatter(xmax=1))\n",
    "ax3.yaxis.tick_right()\n",
    "ax3.yaxis.set_label_position(\"right\")\n",
    "ax3.tick_params(axis=\"y\", labelsize=12)\n",
    "\n",
    "# Add zoom effect\n",
    "zoom_effect_color = \"gray\"\n",
    "zoom_effect_linewidth = 1.5\n",
    "zoom_effect_linestyle = \"dotted\"\n",
    "zoom_effect_alpha = 0.15\n",
    "\n",
    "# Left wing zoom effect\n",
    "ax.plot(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.08],\n",
    "    [0.0, 0.02],\n",
    "    color=zoom_effect_color,\n",
    "    linewidth=zoom_effect_linewidth,\n",
    "    linestyle=zoom_effect_linestyle,\n",
    ")\n",
    "ax.plot(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.08],\n",
    "    [left_end, 0.48],\n",
    "    color=zoom_effect_color,\n",
    "    linewidth=zoom_effect_linewidth,\n",
    "    linestyle=zoom_effect_linestyle,\n",
    ")\n",
    "ax.fill_between(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.08],\n",
    "    [0.0, 0.02],\n",
    "    [left_end, 0.48],\n",
    "    color=zoom_effect_color,\n",
    "    alpha=zoom_effect_alpha,\n",
    ")\n",
    "\n",
    "# Right wing zoom effect\n",
    "ax.plot(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.05],\n",
    "    [right_start, 0.535],\n",
    "    color=zoom_effect_color,\n",
    "    linewidth=zoom_effect_linewidth,\n",
    "    linestyle=zoom_effect_linestyle,\n",
    ")\n",
    "ax.plot(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.05],\n",
    "    [1.0, 1],\n",
    "    color=zoom_effect_color,\n",
    "    linewidth=zoom_effect_linewidth,\n",
    "    linestyle=zoom_effect_linestyle,\n",
    ")\n",
    "ax.fill_between(\n",
    "    [1.0 * main_plot_bar_width / 2, sup_plot_x * 1.05],\n",
    "    [right_start, 0.535],\n",
    "    [1.0, 1],\n",
    "    color=zoom_effect_color,\n",
    "    alpha=zoom_effect_alpha,\n",
    ")\n",
    "\n",
    "# Create legend with matching patterns\n",
    "labels = [\n",
    "    \"Extreme Left\",\n",
    "    \"Left\",\n",
    "    \"Center Left\",\n",
    "    \"Center\",\n",
    "    \"Center Right\",\n",
    "    \"Right\",\n",
    "    \"Extreme Right\",\n",
    "]\n",
    "handles = [\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[0], hatch=stripe_pattern, edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[1], hatch=dot_pattern, edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[2], edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=\"lightgrey\", edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[7], edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[8], hatch=dot_pattern, edgecolor=\"white\"),\n",
    "    plt.Rectangle((0, 0), 1, 1, facecolor=colors[9], hatch=stripe_pattern, edgecolor=\"white\"),\n",
    "]\n",
    "ax.legend(\n",
    "    handles,\n",
    "    labels,\n",
    "    loc=\"upper left\",\n",
    "    bbox_to_anchor=(1.05, 0.75),\n",
    "    borderaxespad=0.0,\n",
    "    fontsize=14,\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../../Plots/media_bias_distribution.png\", dpi=300)\n",
    "plt.savefig(\"../../Plots/media_bias_distribution.pdf\")"
   ]
  }
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